Anti-AI Writing Guide for Chatbots

A pattern-based reference for producing natural, professional prose free of the linguistic tells that mark text as AI-generated.

Last generated: 2026-05-19T13:00:35.497Z

Objective

AI language models regress toward statistically common language, replacing specific facts with generic, positive-sounding descriptions and inserting formulaic structures that recur regardless of topic. This guide catalogs those patterns so developers and writers can detect, avoid, and lint against them. The rules apply to any content type: blog posts, technical documentation, business reports, emails, or reference material. The goal is prose that reads as written by a knowledgeable human, not assembled from high-frequency training tokens.

Non-negotiables (hard rules)

Puffery and promotional language

Importance and legacy emphasis

Superficial analysis via participial phrases

Notability and media coverage emphasis

Vague attributions

Challenges-and-future formula

Negative parallelisms

Ritual conclusions

Collaborative and meta-commentary text

Knowledge-cutoff disclaimers

Placeholder text

Formatting tells

Overused AI vocabulary

Copulative avoidance

Elegant variation

Do this instead

  1. State facts without editorializing their significance. Write "The institute was established in 1989" not "marking a pivotal moment in the evolution of regional statistics."
  2. Use specific, concrete details. "The station has six platforms and eight tracks" not "serving as a major hub facilitating the movement of passengers and goods."
  3. Attribute claims to named sources. "Chen et al. (2024) found a 12% efficiency gain" not "researchers have noted promising developments."
  4. End sections with content, not summaries. Stop when the last fact is stated; do not restate the section's theme.
  5. Describe challenges in context. Integrate specific obstacles into the relevant paragraph rather than isolating them in a formulaic "Challenges" section.
  6. Use simple copulatives. "The gallery has four spaces" not "The gallery features four distinct spaces that serve as a hub for contemporary expression."
  7. Use sentence case for all headings. "Early career" not "Early Career and Professional Development."
  8. Vary sentence structure naturally. Avoid mechanical triads: "adjective, adjective, and adjective" or "phrase, phrase, and phrase."
  9. Avoid elegant variation. Reuse the subject's name or a simple pronoun rather than cycling through synonyms to dodge repetition.
  10. Keep formatting minimal. Bold only terms being defined; use plain bullets for genuine lists; avoid tables for fewer than three rows of comparable data.

Quick templates (safe patterns)

Linter patterns to flag (review on generate)

(stands|serves)\s+as\s+a\s+(testament|symbol|hub|reminder|celebration)
(rich|vibrant)\s+(cultural|historical)\s+(heritage|tapestry|legacy)
(breathtaking|stunning|nestled|captivating|groundbreaking|renowned|exemplifies|profound)
(plays\s+a|played\s+a)\s+(vital|significant|crucial|pivotal)\s+role
(underscores|highlights)\s+(its|their)\s+(importance|significance)
(reflects\s+broader|symbolizing\s+its\s+ongoing|setting\s+the\s+stage\s+for|marks\s+a\s+shift|focal\s+point)
(enduring|lasting)\s+(impact|legacy|influence)
(key\s+turning\s+point|indelible\s+mark|deeply\s+rooted)
not\s+(just|only).{1,60}but\s+(also|rather)
(it'?s\s+not\s+about|it\s+is\s+not\s+about).{1,60}(it'?s|it\s+is)
despite\s+(its|these)\s+(success|challenges).{1,120}(continues\s+to|positions\s+them|future\s+prospects)
(in\s+summary|in\s+conclusion|overall,\s+)(the|this|these)
(industry\s+reports|observers\s+have\s+cited|experts\s+argue|some\s+critics\s+argue|researchers\s+and\s+conservationists)
(several\s+sources|several\s+publications)\s+(have|suggest)
(featured\s+in|cited\s+in|profiled\s+in|documented\s+in\s+archived)
(certainly|of\s+course)!
(would\s+you\s+like|let\s+me\s+know|I\s+hope\s+this\s+helps|here\s+is\s+a\s+|more\s+detailed\s+breakdown)
(?i)^subject:\s+
as\s+(of|at)\s+my\s+(last|latest)\s+(update|training|knowledge)
(while\s+specific\s+details\s+are|not\s+widely)\s+(limited|available|documented|disclosed)
(based\s+on\s+available\s+information|in\s+the\s+provided\s+sources|up\s+to\s+my\s+last\s+training)
(highlighting|emphasizing|ensuring|reflecting|underscoring|showcasing|cultivating|fostering|encompassing)\s+(its|their)\s+(significance|importance|role)
(aligns?\s+with|resonates?\s+with|valuable\s+insights)
^Additionally,
\b(delves?|delving)\b
\b(crucial)\b
\b(pivotal)\b
\b(tapestry)\b
\b(underscore[sd]?|underscoring)\b
\b(showcase[sd]?|showcasing)\b
\b(vibrant)\b
\b(intricate|intricacies)\b
\b(meticulous(?:ly)?)\b
\b(garner(?:ed|ing)?)\b
\b(interplay)\b
\b(testament)\b
^\d+\.\s+\*\*[^*]+\*\*:
^[-•]\s+\*\*[^*]+\*\*:
(maintains\s+an?\s+(active|strong)\s+(social\s+media|digital)\s+presence)
(keeps?\s+(much\s+of\s+)?(his|her|their)\s+personal\s+life\s+private)
(it'?s\s+important\s+(to\s+note|to\s+remember|to\s+consider)|worth\s+noting\s+that)
(may\s+vary\s+depending|it\s+is\s+crucial\s+to\s+differentiate)
(not\s+just\s+a?\s+\w+.{1,40}it'?s\s+a)
(no\s+\w+,\s+no\s+\w+,\s+just)
(\w+,\s+\w+,\s+and\s+\w+\s+(alike|together|combined))
(serves?\s+as|stands?\s+as|marks?\s+as|represents?\s+a)\s+\w+
\b(bolstered)\b
(demonstrating|confirming|illustrating)\s+(the\s+)?(ongoing|enduring|lasting|continued)\s+(relevance|influence|importance)
(keeps?\s+personal\s+details\s+private|maintains\s+a\s+low\s+profile)
(likely\s+due\s+to\s+limited|I\s+have\s+inferred|my\s+analysis\s+is\s+based\s+on\s+available)
(as\s+an\s+AI\s+(language\s+)?model|as\s+a\s+large\s+language\s+model)
(plays?\s+a\s+role\s+in\s+the\s+ecosystem|contributes?\s+to\s+.*cultural\s+heritage)
(preserving\s+this\s+.*\s+is\s+vital|crucial\s+for\s+the\s+survival\s+of)
(creating\s+a\s+(space|sense|community)\s+where|embodying\s+the\s+spirit\s+of)
(significant,\s+substantial,\s+secondary\s+coverage)
(repeated\s+national\s+media\s+coverage|ongoing\s+public\s+presence\s+in\s+respected\s+media)
(I\s+am\s+open\s+to\s+(any|further)\s+(suggestions|feedback|guidance|input))
(if\s+(there\s+are|you\s+have)\s+specific\s+(areas|sections|concerns))
(I\s+would\s+(greatly\s+)?appreciate\s+(your\s+)?(guidance|feedback|input))
(happy\s+to\s+address\s+any\s+further\s+concerns)
(aligns?\s+with\s+.*\s+(standards|guidelines|principles|goals))
(adheres?\s+to\s+.*\s+(policies|guidelines|standards))

Final self-check (before returning any draft)

Minimal example rewrites

Before: "The museum stands as a testament to the region's rich cultural heritage, continuing to captivate visitors with its breathtaking displays and highlighting its significance in preserving local history."

After: "The museum holds over 2,000 artifacts from the region's nineteenth-century mining industry, including restored shaft equipment and geological specimens from local quarries."

Before: "Despite its success in renewable energy, the company faces several challenges in the evolving market landscape. However, ongoing initiatives position it well for future growth and continued impact."

After: "The company's wind farms produced 400 MW in 2024, though grid integration costs rose 15% following mandatory infrastructure upgrades under the 2023 federal transmission rules."

Before: "It's important to note that researchers have made significant progress, and industry reports suggest promising developments spanning basic research to commercial applications."

After: "Chen et al. (2024) identified three catalyst configurations that reduced reaction time by 40% at standard pressure; no comparable results have been reported for high-pressure conditions."

Drop-in System Instruction Block (paste into model settings)

WRITING REQUIREMENTS:
- Use clear, direct language without meta-commentary
- Avoid formulaic transitions and conclusions
- Provide specific examples instead of vague claims
- End sections naturally without summaries
- Format consistently without